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Published in: Arabian Journal for Science and Engineering 3/2020

05-08-2019 | Research Article - Electrical Engineering

Multi-objective Optimization of a Hybrid Renewable Energy System with a Gas Micro-turbine and a Storage Battery

Authors: S. Saib, A. Gherbi, R. Bayindir, A. Kaabeche

Published in: Arabian Journal for Science and Engineering | Issue 3/2020

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Abstract

The hybridization of multiple energy sources improves the system efficiency and the reliability of the supply than single-source generators. This article presents a multi-objective optimization of developed multiple sources consisting of solar and wind turbine systems, micro-gas turbine and battery energy storage. This optimization technique is based on the use of a metaheuristic method as Harmony Search Algorithm to solve the optimization problem, taking into account a control of energy management of the hybrid configuration system, supply a residence load (e.g., buildings) located in Turkey. The applied method allows to minimize the total system cost and the emission of the carbon dioxide. A comparative study has been analyzed for different configuration systems based on the suggested hybrid system to select the optimal solution about the cost, the sizing and the reduction in the CO2 emission. The simulation results, obtained under MATLAB environment, demonstrated that the optimal configuration system is selected by the proposed hybrid (PV/wind/micro-gas turbine/battery) energy system. The improved algorithm by Global Dynamic Harmony Search method has better efficacy and proves its performance in the optimization process as it converges faster than other tested methods with a better running time.

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Literature
1.
go back to reference Suhane, P.; Rangnekar, S.; Khare, A.; Mittal, A.: Sizing and performance analysis of standalone wind–photovoltaic based hybrid energy system using ant colony optimization. IET Renew. Power Gener. 10, 964–972 (2016)CrossRef Suhane, P.; Rangnekar, S.; Khare, A.; Mittal, A.: Sizing and performance analysis of standalone wind–photovoltaic based hybrid energy system using ant colony optimization. IET Renew. Power Gener. 10, 964–972 (2016)CrossRef
2.
go back to reference Wang, H.; Huang, J.: Joint investment and operation of microgrid. IEEE Trans. Smart Grid 8(2), 833–845 (2017) Wang, H.; Huang, J.: Joint investment and operation of microgrid. IEEE Trans. Smart Grid 8(2), 833–845 (2017)
3.
go back to reference Romdhane, J.; Gualous, H.L.: Energy assessment of PEMFC based MCCHP with absorption chiller for small scale French residential application. Int. J. Hydrogen Energy 43, 19661–19680 (2018)CrossRef Romdhane, J.; Gualous, H.L.: Energy assessment of PEMFC based MCCHP with absorption chiller for small scale French residential application. Int. J. Hydrogen Energy 43, 19661–19680 (2018)CrossRef
4.
go back to reference Guo, T.; Wu, Q.: Optimal design and feasibility analysis of a stand-alone hybrid CHP system-based on PV/wind/gas turbine generator/VRB for an university in Hangzhou city. In: Chinese Control and Decision Conference, pp. 6187–6191 (2016) Guo, T.; Wu, Q.: Optimal design and feasibility analysis of a stand-alone hybrid CHP system-based on PV/wind/gas turbine generator/VRB for an university in Hangzhou city. In: Chinese Control and Decision Conference, pp. 6187–6191 (2016)
5.
go back to reference Boulal, A.; Chakir, H.E.; Drissi, M.; Griguer, H.; Ouadi, H.: Optimal management of energy flows in a multi-source grid. In: Renewable Energies, Power Systems & Green Inclusive Economy Conference, pp. 1–6 (2018) Boulal, A.; Chakir, H.E.; Drissi, M.; Griguer, H.; Ouadi, H.: Optimal management of energy flows in a multi-source grid. In: Renewable Energies, Power Systems & Green Inclusive Economy Conference, pp. 1–6 (2018)
6.
go back to reference Ju, L.; Tan, Z.; Li, H.; Tan, Q.; Yu, X.; Song, X.: Multi-objective operation optimization and evaluation model for CCHP and renewable energy based hybrid energy system driven by distributed energy resources in China. Energy 111, 322–340 (2016)CrossRef Ju, L.; Tan, Z.; Li, H.; Tan, Q.; Yu, X.; Song, X.: Multi-objective operation optimization and evaluation model for CCHP and renewable energy based hybrid energy system driven by distributed energy resources in China. Energy 111, 322–340 (2016)CrossRef
7.
go back to reference Ould Bilal, B.; Nourou, D.; Kébé, C.M.F.; Sambou, V.; Ndiaye, P.A.; Dongo, M.N.: Multi-objective optimization of hybrid PV/wind/diesel/battery systems for decentralized application by minimizing the levelized cost of energy and the CO2 emissions. Int. J. Phys. Sci. 10(5), 192–203 (2015)CrossRef Ould Bilal, B.; Nourou, D.; Kébé, C.M.F.; Sambou, V.; Ndiaye, P.A.; Dongo, M.N.: Multi-objective optimization of hybrid PV/wind/diesel/battery systems for decentralized application by minimizing the levelized cost of energy and the CO2 emissions. Int. J. Phys. Sci. 10(5), 192–203 (2015)CrossRef
8.
go back to reference Moradi, H.; Abtahi, A.; Esfahanian, M.: Optimal operation of a multi-source microgrid to achieve cost and emission targets. In: IEEE Power and Energy Conference at Illinois, pp. 1–6 (2016) Moradi, H.; Abtahi, A.; Esfahanian, M.: Optimal operation of a multi-source microgrid to achieve cost and emission targets. In: IEEE Power and Energy Conference at Illinois, pp. 1–6 (2016)
9.
go back to reference Al-Sharafi, A.; Yilbas, B.S.; Sahin, A.Z.; Ayar, T.: Performance assessment of hybrid power generation systems: economic and environmental impacts. Energy Convers. Manag. 132, 418–431 (2017)CrossRef Al-Sharafi, A.; Yilbas, B.S.; Sahin, A.Z.; Ayar, T.: Performance assessment of hybrid power generation systems: economic and environmental impacts. Energy Convers. Manag. 132, 418–431 (2017)CrossRef
10.
go back to reference Qiu, J.; Zhao, J.; Yang, H.; Wang, D.; Dong, Z.Y.: Planning of solar photovoltaics, battery energy storage system and gas micro turbine for coupled micro energy grids. Appl. Energy 219, 361–369 (2018)CrossRef Qiu, J.; Zhao, J.; Yang, H.; Wang, D.; Dong, Z.Y.: Planning of solar photovoltaics, battery energy storage system and gas micro turbine for coupled micro energy grids. Appl. Energy 219, 361–369 (2018)CrossRef
11.
go back to reference Qiu, J.; Zhao, J.; Yang, H.; Wang, D.; Dong, Z.Y.: Planning of solar photovoltaics, battery energy storage system and gas micro turbine for coupled micro energy grids. Appl. Energy 219, 361–369 (2018)CrossRef Qiu, J.; Zhao, J.; Yang, H.; Wang, D.; Dong, Z.Y.: Planning of solar photovoltaics, battery energy storage system and gas micro turbine for coupled micro energy grids. Appl. Energy 219, 361–369 (2018)CrossRef
12.
go back to reference Rezvani, A.; Gandomkar, M.; Izadbakhsh, M.; Ahmadi, A.: Environmental/economic scheduling of a micro-grid with renewable energy resources. J. Clean. Prod. 87, 216–226 (2015)CrossRef Rezvani, A.; Gandomkar, M.; Izadbakhsh, M.; Ahmadi, A.: Environmental/economic scheduling of a micro-grid with renewable energy resources. J. Clean. Prod. 87, 216–226 (2015)CrossRef
13.
go back to reference Aishwarya, S.M.; Kunal, K.S.; Pearce, J.M.: Levelized cost of electricity for solar photovoltaic, battery and cogen hybrid systems. Renew. Sustain. Energy Rev. 57, 692–703 (2016)CrossRef Aishwarya, S.M.; Kunal, K.S.; Pearce, J.M.: Levelized cost of electricity for solar photovoltaic, battery and cogen hybrid systems. Renew. Sustain. Energy Rev. 57, 692–703 (2016)CrossRef
14.
go back to reference Nadjemi, O.; Nacer, T.; Hamidat, A.; Salhi, H.: Optimal hybrid PV/wind energy system sizing: application of cuckoo search algorithm for Algerian dairy farms. Renew. Sustain. Energy Rev. 70, 1352–1365 (2017)CrossRef Nadjemi, O.; Nacer, T.; Hamidat, A.; Salhi, H.: Optimal hybrid PV/wind energy system sizing: application of cuckoo search algorithm for Algerian dairy farms. Renew. Sustain. Energy Rev. 70, 1352–1365 (2017)CrossRef
15.
go back to reference Skoplaki, E.; Palyvos, J.A.: On the temperature dependence of photovoltaic module electrical performance: a review of efficiency/power correlations. Sol. Energy 83, 614–624 (2009)CrossRef Skoplaki, E.; Palyvos, J.A.: On the temperature dependence of photovoltaic module electrical performance: a review of efficiency/power correlations. Sol. Energy 83, 614–624 (2009)CrossRef
16.
go back to reference Chumpolrat, K.; Sangsuwan, V.; Udomdachanut, N.; Kittisontirak, S.; Songtrai, S.; Chinnavornrungsee, P.; Limmanee, A.; Sritharathikhun, J.; Sriprapha, K.: Effect of ambient temperature on performance of grid-connected inverter installed in Thailand. Int. J. Photoenergy 2014, 502628 (2014)CrossRef Chumpolrat, K.; Sangsuwan, V.; Udomdachanut, N.; Kittisontirak, S.; Songtrai, S.; Chinnavornrungsee, P.; Limmanee, A.; Sritharathikhun, J.; Sriprapha, K.: Effect of ambient temperature on performance of grid-connected inverter installed in Thailand. Int. J. Photoenergy 2014, 502628 (2014)CrossRef
17.
go back to reference Belfkira, R.; Zhang, L.; Barakatn, G.: Optimal sizing study of hybrid wind/PV/diesel power generation unit. J. Sol. Energy 85, 100–110 (2011)CrossRef Belfkira, R.; Zhang, L.; Barakatn, G.: Optimal sizing study of hybrid wind/PV/diesel power generation unit. J. Sol. Energy 85, 100–110 (2011)CrossRef
18.
go back to reference Deshmukh, M.K.; Deshmukh, S.S.: Modeling of hybrid renewable energy systems. Renew. Sustain. Energy Rev. 12, 235–249 (2008)CrossRef Deshmukh, M.K.; Deshmukh, S.S.: Modeling of hybrid renewable energy systems. Renew. Sustain. Energy Rev. 12, 235–249 (2008)CrossRef
19.
go back to reference Kaviani, A.K.; Riahy, G.H.; Kouhsari, S.H.M.: Optimal design of a reliable hydrogen-based stand-alone wind/PV generating system considering component outages. Renew. Energy 34, 2380–2390 (2009)CrossRef Kaviani, A.K.; Riahy, G.H.; Kouhsari, S.H.M.: Optimal design of a reliable hydrogen-based stand-alone wind/PV generating system considering component outages. Renew. Energy 34, 2380–2390 (2009)CrossRef
20.
go back to reference Comodi, G.; Renzi, M.; Cioccolanti, L.; Caresana, F.; Pelagalli, L.: Hybrid system with micro gas turbine and PV (photovoltaic) plant: guidelines for sizing and management strategies. Energy 89, 226–235 (2015)CrossRef Comodi, G.; Renzi, M.; Cioccolanti, L.; Caresana, F.; Pelagalli, L.: Hybrid system with micro gas turbine and PV (photovoltaic) plant: guidelines for sizing and management strategies. Energy 89, 226–235 (2015)CrossRef
21.
go back to reference Saebea, D.; Authayanun, S.; Patcharavorachot, Y.; Arpornwichanop, A.: Effect of anode–cathode exhaust gas recirculation on energy recuperation in a solid oxide fuel cell–gas turbine hybrid power system. Energy 94, 218–232 (2016)CrossRef Saebea, D.; Authayanun, S.; Patcharavorachot, Y.; Arpornwichanop, A.: Effect of anode–cathode exhaust gas recirculation on energy recuperation in a solid oxide fuel cell–gas turbine hybrid power system. Energy 94, 218–232 (2016)CrossRef
22.
go back to reference Mohammadi, A.; Mehrpooya, M.: Exergy analysis and optimization of an integrated micro gas turbine, compressed air energy storage and solar dish collector process. J. Clean. Prod. 139, 372–383 (2016)CrossRef Mohammadi, A.; Mehrpooya, M.: Exergy analysis and optimization of an integrated micro gas turbine, compressed air energy storage and solar dish collector process. J. Clean. Prod. 139, 372–383 (2016)CrossRef
23.
go back to reference Maleki, A.; Khajeh, M.G.; Ameri, M.: Optimal sizing of a grid independent hybrid renewable energy system incorporating resource uncertainty, and load uncertainty. Int. J. Electr. Power Energy Syst. 83, 514–524 (2016)CrossRef Maleki, A.; Khajeh, M.G.; Ameri, M.: Optimal sizing of a grid independent hybrid renewable energy system incorporating resource uncertainty, and load uncertainty. Int. J. Electr. Power Energy Syst. 83, 514–524 (2016)CrossRef
24.
go back to reference Geem, Z.W.: Size optimization for a hybrid photovoltaic–wind energy system. Int. J. Electr. Power Energy Syst. 42, 448–451 (2012)CrossRef Geem, Z.W.: Size optimization for a hybrid photovoltaic–wind energy system. Int. J. Electr. Power Energy Syst. 42, 448–451 (2012)CrossRef
25.
go back to reference Kaabeche, A.; Ibtiouen, R.: Techno-economic optimization of hybrid photovoltaic/wind/diesel/battery generation in a stand-alone power system. J. Sol. Energy 103, 171–182 (2014)CrossRef Kaabeche, A.; Ibtiouen, R.: Techno-economic optimization of hybrid photovoltaic/wind/diesel/battery generation in a stand-alone power system. J. Sol. Energy 103, 171–182 (2014)CrossRef
26.
go back to reference Chen, S.X.; Gooi, H.B.; Wang, M.Q.: Sizing of energy storage for microgrids. IEEE Trans. Smart Grid 3(1), 142–151 (2012)CrossRef Chen, S.X.; Gooi, H.B.; Wang, M.Q.: Sizing of energy storage for microgrids. IEEE Trans. Smart Grid 3(1), 142–151 (2012)CrossRef
27.
go back to reference Bortolini, M.; Gamberi, M.; Graziani, A.: Technical and economic design of photovoltaic and battery energy storage system. Energy Convers. Manag. 86, 81–92 (2014)CrossRef Bortolini, M.; Gamberi, M.; Graziani, A.: Technical and economic design of photovoltaic and battery energy storage system. Energy Convers. Manag. 86, 81–92 (2014)CrossRef
28.
go back to reference Fathy, A.: A reliable methodology based on mine blast optimization algorithm for optimal sizing of hybrid PV–wind–FC system for remote area in Egypt. Renew. Energy 95, 367–380 (2016)CrossRef Fathy, A.: A reliable methodology based on mine blast optimization algorithm for optimal sizing of hybrid PV–wind–FC system for remote area in Egypt. Renew. Energy 95, 367–380 (2016)CrossRef
29.
go back to reference Shang, C.; Srinivasan, D.; Reindl, T.: An improved particle swarm optimization algorithm applied to battery sizing for stand-alone hybrid power systems. Int. J. Electr. Power Energy Syst. 74, 104–117 (2016)CrossRef Shang, C.; Srinivasan, D.; Reindl, T.: An improved particle swarm optimization algorithm applied to battery sizing for stand-alone hybrid power systems. Int. J. Electr. Power Energy Syst. 74, 104–117 (2016)CrossRef
30.
go back to reference Saib, S.; Gherbi, A.; Kaabeche, A.; Bayindir, R.: Techno-economic optimization of a grid-connected hybrid energy system considering voltage fluctuation. J. Electr. Eng. Technol. 13(2), 659–668 (2018) Saib, S.; Gherbi, A.; Kaabeche, A.; Bayindir, R.: Techno-economic optimization of a grid-connected hybrid energy system considering voltage fluctuation. J. Electr. Eng. Technol. 13(2), 659–668 (2018)
31.
go back to reference Fetanat, A.; Khorasaninejad, E.: Size optimization for hybrid photovoltaic–wind energy system using ant colony optimization for continuous domains based integer programming. Appl. Soft Comput. 31, 196–209 (2015)CrossRef Fetanat, A.; Khorasaninejad, E.: Size optimization for hybrid photovoltaic–wind energy system using ant colony optimization for continuous domains based integer programming. Appl. Soft Comput. 31, 196–209 (2015)CrossRef
32.
go back to reference Ogunjuyigbe, A.S.O.; Ayodele, T.R.; Akinola, O.A.: Optimal allocation and sizing of PV/wind/split-diesel/battery hybrid energy system for minimizing life cycle cost, carbon emission and dump energy of remote residential building. Appl. Energy 171, 153–171 (2016)CrossRef Ogunjuyigbe, A.S.O.; Ayodele, T.R.; Akinola, O.A.: Optimal allocation and sizing of PV/wind/split-diesel/battery hybrid energy system for minimizing life cycle cost, carbon emission and dump energy of remote residential building. Appl. Energy 171, 153–171 (2016)CrossRef
33.
go back to reference Maleki, A.; Pourfayaz, F.: Sizing of stand-alone photovoltaic/wind/diesel system with battery and fuel cell storage devices by harmony search algorithm. Energy Storage 2, 30–42 (2015)CrossRef Maleki, A.; Pourfayaz, F.: Sizing of stand-alone photovoltaic/wind/diesel system with battery and fuel cell storage devices by harmony search algorithm. Energy Storage 2, 30–42 (2015)CrossRef
34.
go back to reference Ouyang, H.B.; Gao, L.Q.; Li, S.; Kong, X.Y.; Wang, Q.; Zou, D.X.: Improved harmony search algorithm: LHS. Appl. Soft Comput. 53, 133–167 (2017)CrossRef Ouyang, H.B.; Gao, L.Q.; Li, S.; Kong, X.Y.; Wang, Q.; Zou, D.X.: Improved harmony search algorithm: LHS. Appl. Soft Comput. 53, 133–167 (2017)CrossRef
35.
go back to reference Sun, W.; Chang, X.: An improved harmony search algorithm for power distribution network planning. J. Electr. Comput. Eng. 2015, 753712 (2015) Sun, W.; Chang, X.: An improved harmony search algorithm for power distribution network planning. J. Electr. Comput. Eng. 2015, 753712 (2015)
36.
go back to reference Naresh, G.; Ramalinga Raju, M.; Narasimham, S.V.L.: Coordinated design of power system stabilizers and TCSC employing improved harmony search algorithm. Swarm Evol. Comput. 27, 169–179 (2016)CrossRef Naresh, G.; Ramalinga Raju, M.; Narasimham, S.V.L.: Coordinated design of power system stabilizers and TCSC employing improved harmony search algorithm. Swarm Evol. Comput. 27, 169–179 (2016)CrossRef
37.
go back to reference Khalili, M.; Kharrat, R.; Salahshoor, K.; Sefat, M.H.: Global dynamic harmony search algorithm: GDHS. Appl. Math. Comput. 228, 195–219 (2014)MathSciNetMATH Khalili, M.; Kharrat, R.; Salahshoor, K.; Sefat, M.H.: Global dynamic harmony search algorithm: GDHS. Appl. Math. Comput. 228, 195–219 (2014)MathSciNetMATH
38.
go back to reference Yang, X.S.: Nature Inspired Metaheuristic Algorithms, 2nd edn. Luniver Press, Bristol (2010) Yang, X.S.: Nature Inspired Metaheuristic Algorithms, 2nd edn. Luniver Press, Bristol (2010)
Metadata
Title
Multi-objective Optimization of a Hybrid Renewable Energy System with a Gas Micro-turbine and a Storage Battery
Authors
S. Saib
A. Gherbi
R. Bayindir
A. Kaabeche
Publication date
05-08-2019
Publisher
Springer Berlin Heidelberg
Published in
Arabian Journal for Science and Engineering / Issue 3/2020
Print ISSN: 2193-567X
Electronic ISSN: 2191-4281
DOI
https://doi.org/10.1007/s13369-019-04066-4

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